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Joint Compensation of Jitter Noise and Time-Shift Errors in Multichannel Sampling System

机译:多通道采样系统中抖动噪声和时移误差的联合补偿

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In high-speed analog-to-digital converters (ADCs), two main factors contribute to high power consumption. The first is the super linear relationship with the sampling rate; i.e., by doubling the sampling rate, the power consumption more than doubles. The second factor arises from the consumption of analog circuitry responsible to mitigate the jitter noise. By employing a multichannel sampling system, one can achieve high sampling rates by incorporating multiple low sampling-rate channels, which results in a linear scaling of power consumption with the number of channels. The main drawback of this system is the timing mismatch between the sampling channels. In this paper, we intend to jointly compensate the jitter noise and the timing mismatch between the channels using statistical methods. We first approximate the acquisition system and derive a stochastic model. Then, we propose an iterative maximum likelihood algorithm to estimate the parameters of the input signal. We further evaluate the Cramer-Rao lower bound (CRLB) for the estimation error to examine the proposed algorithm. Simulation results indicate that our algorithm is capable of closely following the CRLB curve for reasonable values of jitter noise and a wide range of timing mismatch errors. Moreover, it is shown that the mismatch-compensated multichannel sampling system performs almost equivalently to a single-channel high rate sampler without having its shortcomings.
机译:在高速模数转换器(ADC)中,两个主要因素有助于高功耗。首先是与采样率的超线性关系;即,通过加倍采样率,功耗多于双打。第二因素产生的模拟电路的消耗量负责减轻抖动噪声。通过采用多通道采样系统,可以通过结合多个低采样速率信道来实现高采样率,这导致具有通道数的功耗的线性缩放。该系统的主要缺点是采样通道之间的时序不匹配。在本文中,我们打算使用统计方法共同补偿抖动噪声和信道之间的时序不匹配。我们首先近似收购系统并导出随机模型。然后,我们提出了一种迭代最大似然算法来估计输入信号的参数。我们进一步评估了克拉姆-RAO下限(CRLB),以检查所提出的算法。仿真结果表明,我们的算法能够密切关注CRLB曲线,了解抖动噪声的合理值和各种时序不匹配错误。此外,示出了不匹配补偿的多通道采样系统几乎等效地执行到单通道高速采样器,而不具有其缺点。

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